Advanced, Libraries, NLP, Project, Python, Structured Data, Text, Use Cases

Can Python understand human feelings through words? – A brief intro to NLP and VADER Sentiment Analysis

This article was published as a part of the Data Science Blogathon Introduction Imagine having the power to observe your customer’s thoughts, like what they really think of a particular product/service. For instance, there is a new product launched by NIKE and REEBOK. Both the companies launched a pair of new sports shoes and posted them on their social media accounts like Instagram or Facebook for marketing purposes. Is it possible for an individual to check all the thousands or lakhs […]

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NLP, Non-Autoregressive Translation

Issue #135 – Recovering Low-Frequency Words in Non-Autoregressive NMT

17 Jun21 Issue #135 – Recovering Low-Frequency Words in Non-Autoregressive NMT Author: Dr. Patrik Lambert, Senior Machine Translation Scientist @ Iconic Introduction Non-Autoregressive Translation (NAT), in which the target words are generated independently, is raising a lot of interest because of its efficiency. However, the assumption that target words are independent of each other leads to errors which affect translation quality. In this post we take a look at a paper by Ding et al. (2021) which confirms findings that […]

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Machine Learning

Orientation independent Möbius CNNs

MobiusCNNs This repository implements and evaluates convolutional networks on the Möbius strip as toy model instantiations of Coordinate Independent Convolutional Networks. Background (tl;dr) All derivations and a detailed description of the models are found in Section 5 of our paper. What follows is an informal tl;dr, summarizing the central aspects of Möbius CNNs. Feature fields on the Möbius strip: A key characteristic of the Möbius strip is its topological twist, making it a non-orientable manifold. Convolutional weight sharing on the […]

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Discord

An unofficial library for discord components with python

discord-components Discord components are cool, but discord.py will support it on version 2.0. It is hard to wait, so we made a third-party library for using components such as buttons or selects! We’re currently developing this library, so it has a lot of bugs. But it has enough features to make the components easy to use 🙂 Features You can use discord components and handle interactions easily! Methods based on discord.py. Supports discord.ext.commands, and going to support discord-py-slash-command. Install pip […]

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Tool

A tool for modeling infectious diseases with python

epispot A Python package for the mathematical modeling of infectious diseases via compartmental models. Originally designed for epidemiologists, epispot can be adapted for almost any type of modeling scenario. Features The epispot package currently only supports compartmental models, thoughwe plan to expand the package to work for stochastic agent-based and spatialmodels as well. Currently, epispot offers the following: Quick compilation of compartmental models with the following compartments: Susceptible Infected Recovered Removed Exposed Dead Critical Hospitalized Custom-defined compartments for research Built-in […]

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Machine Learning

Keep CALM and Improve Visual Feature Attribution

calm Keep CALM and Improve Visual Feature Attribution Abstract The class activation mapping, or CAM, has been the cornerstone of feature attribution methods for multiple vision tasks. Its simplicity and effectiveness have led to wide applications in the explanation of visual predictions and weakly-supervised localization tasks. However, CAM has its own shortcomings. The computation of attribution maps relies on ad-hoc calibration steps that are not part of the training computational graph, making it difficult for us to understand the real […]

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Command-line Tools

Interact with Replit remotely with the Replit CLI

Replit CLI Interact with Replit remotely with the Replit CLI. pip install repl-cli Welcome to Replit CLI! With the Replit CLI Application, you can work with your repls locally, including clone, pull, and push, the core features of the CLI. The full list of features includes- PS C:> replit Usage: replit [OPTIONS] COMMAND [ARGS]… Options: –install-completion [bash|zsh|fish|powershell|pwsh] Install completion for the specified shell. –show-completion [bash|zsh|fish|powershell|pwsh] Show completion for the specified shell, to copy it or customize the installation. –help Show […]

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Job Scheduler

A simple script which logs the CPU and RAM usage of the submitted job

ClusterMonitor A very simple python script which monitors and records the CPU and RAM consumption of submitted cluster jobs. Usage To start recording use the cpu_ram_log.py script. This script requires 3 arguments: -u which corresponds to your username. -o which specifies the output file (in tsv format) –interval which specifies the time (in seconds) over which the CPU and RAM usage gets averaged Example: python cpu_ram_log.py -u nickhir -o cpu_ram.log –interval 5 The script can simply be included in your […]

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Testing

A wrapper around pytest for assessing flakiness and runtime regressions

bubblewrap a wrapper around pytest for assessing flakiness and runtime regressions Local Setup This project uses Python3.9, pip to manage dependencies, and runs in a virtual environment. Install with the following: # create + activate venv + install dependencies # see docs: https://packaging.python.org/guides/installing-using-pip-and-virtual-environments/ $ python3 -m pip install –user virtualenv $ python3 -m venv env $ source env/bin/activate $ pip install -r requirements.txt # note: to deactivate venv, use $ deactivate Code Formatting This project uses Black for code formatting: […]

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Command-line Tools

Advanced extended command line tool for Django

mirage-django-lts mirage ~ ♪ extended django admin or manage.py command. Installing Mirage with Pipenv is recommended. pipenv install -d mirage-django-lts If you don’t use pipenv, you can install it with pip. pip install mirage-django-lts You can build this package manually. make before_node make build_all Usage: mg [action] option mg [action]:[subaction] option [Create Project] new Create a new Django project. new:react Create a new Django API project with React.js front-end. new:ng Create a new Django API project with Angular. –nebular Create […]

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